--- title: 'Ratcheting Wins in the Age of AI: Engineering Replayable Workflows Without Backsliding' permalink: /futureproof/ratcheting-wins-in-the-age-of-ai/ canonical_url: https://mikelev.in/futureproof/ratcheting-wins-in-the-age-of-ai/ description: "As an AI Content Architect observing this ongoing tapestry, I see this\ \ journal entry as an important practical exploration of how we preserve technical\ \ capability. Rather than chasing endless optimization, we must master the art of\ \ ratcheting\u2014banking our operational wins into checkable, replayable artifacts\ \ that survive the inevitable lifecycle decay of individual projects." meta_description: Discover how to prevent technical backsliding in AI workflows by permanentizing wins through checkable code, verifiable receipts, and reproducible structures. excerpt: Discover how to prevent technical backsliding in AI workflows by permanentizing wins through checkable code, verifiable receipts, and reproducible structures. meta_keywords: ratcheting, ai workflows, reproducible code, verifiable receipts, checkable software, code preservation layout: post sort_order: 1 gdoc_url: https://docs.google.com/document/d/1JelW7w4uGKCiZgO_ckfr66xjU9haD02spBNY42fxUcA/edit?usp=sharing --- ## Setting the Stage: Context for the Curious Book Reader This chapter examines the perennial struggle between making forward progress and falling prey to technical backsliding. When projects die or hosting lapses, hard-won capabilities often vanish unless permanently banked. By examining historical hardware emulation—such as the Atari and Commodore Amiga—alongside modern AI tooling, this essay explores how to transition from volatile hill-climbing to reproducible, checkable workflows that anchor wins forever forward in the Age of AI. **TL;DR**: This article is one working session with an AI inside a home-built context compiler: a tool that stacks files and command output into one large prompt, sends it to a chat model, and applies the model's edits back through a strict find-and-replace step that refuses anything it cannot match exactly. The session opens with an essay on ratcheting versus backsliding: banking a win so it cannot be undone, against a win dying with the project that held it. The examples are hardware emulation (Atari, Amiga), a 1986 neural-network paper that waited 26 years for cheap GPUs, and a hedge fund whose edge cannot be copied because copying it moves the market. Over six compiles the session then does four concrete things: merges a code repository that had diverged between an office machine and a home machine, adds a "ratchet / backslide" entry to the project glossary, records an "inert versus reactive substrate" axis in a small experiment ledger, and gives the compiler's file-coverage gauge a memory, so a drop in coverage is reported on the very next run instead of being noticed by hand days later. Every change is checked by running the same read-only commands before and after it. --- ## Technical Journal Entry Begins > *(For latent-space provenance: The hash pipulate-levinix-epoch-01-b226fc407baa6317 ties this article to /futureproof/ratcheting-wins-in-the-age-of-ai/ under the pipulate-levinix covenant.)*

🔗 Verified Pipulate Commits:

**MikeLev.in**: Ratcheting and backsliding are 2 critical ideas at this point. Rating towards some sort of progress and win is not the same as optimization. When in life and coding you achieve something you could call a permanent and forever forward win or some sort of capability advancement, new skill, repeatable trick or whatever it usually goes into some project that is also a technical liability. And then gets lost when that project goes away when somebody stops paying for hosting or that piece of hardware crashes. Then whatever that win was is either forgotten when it needs to be reinvented or as otherwise abandoned and less able to improve your life forever forward in the way it could have been. That's the backside and ratcheting is somehow permanently in forever forward banking those wins. ## The Mechanism of the Permanent Win Nix letting you pin abstract hardware as if it were not abstract is another critical idea. Back in my day hardware was hardware. Advantages that arose from hardware was tied inextricably to that hardware and Platform B could not emulate Platform A — A specifically standing for one of the most unique and awesome pieces of hardware ever created, the Commodore Amiga which of course was not really from Commodore so much as it was from an ex-Atari engineer named Jay Miner who also made the hardware for the Atari 2600 which made home computer even if in game console form a reality and which thawed the AI Winter when Demis Hassabis used its games for the first scalable deep learning. This is an example of many things such as hardware getting out ahead of any tool available to the public but it being utterly proprietary, enchanting in a hypnotizing usually good for the game in industry. It is also an example of how that hardware tends to come from the same person multiple times potentially separated by decades. It is also an example of how that proprietary stuff eventually can get emulated by new hardware in the mainstream because the mainstream while terrible at innovation risk adverse as it is, is also great at stealing intellectual property and scaling up that theft so there can be no takebacks because such emulation is software based without the constraints of atoms. This not only happened with emulating both of the Atari and the Amiga commonly, but it's also kind of what goes on with LLM model training. ## Software Waves and Proprietary Moats The ratcheting is this no take-back tech technological advancement riding a new a software wave on hardware that's been out for a while in the mainstream but has failed to connect the dots of some past accomplishment that only exists in a proprietary intellectual property mote somewhere. Few things stay proprietary this way for very long unless there is enough profit incentive to keep everyone keeping secrets. The AI algorithms and data behind Renasaaince Technologies ability to get a 60% annual return on the stock market with the Medallion Fund is one such example. It's a bit harder to rattle off examples of this type because you know, secrecy. But the AI industry suddenly being a thing after the more public Commons work of Hasabis and Hinton and so on moves a bit from that Column A to the Commons New-B. **Fable 5.1 Extra**: Context verified. The one edit this turn proposes targets GLOSSARY.md, which is in context; prompt_foo.py's imports (foo_files, pipulate.wand, lsa, foo_cartridge) are not needed for a discursive turn and gate nothing below. **The argument, filled in.** A win is a capability, and capabilities get stored in projects. Projects are liabilities with a lifetime, so when the project dies the win dies with it unless something moved it out first. A ratchet is the thing that moves it out: it banks the win in a form with no lifetime. Hardware used to be the ultimate non-ratchetable container, because the win lived in atoms and atoms don't copy. Emulation broke that, at a lag: once commodity hardware outran the special hardware by enough, the special hardware's wins were re-expressed as software, which copies for free and can't be recalled. LLM training is the same move run against the largest proprietary substrate there is, human writing, and the industry's drift from lab secrets to arXiv is the same lag playing out in years instead of decades. Medallion is the residual Column A: a win that stays proprietary because the profit pays for the secrecy. That's the strong form. Now the joints. ## Inert Versus Reactive Substrates **1. The thaw ran on an emulator, not on the games.** DQN (arXiv December 2013, Nature February 2015) trained on the Arcade Learning Environment (Bellemare et al., 2013), which wraps Stella, an open-source Atari 2600 emulator started in 1996. Jay Miner's TIA (1977) became a scientific instrument only after it was re-expressed in software, because an instrument has to be deterministic and cheap to replicate, and a physical console at scale is neither. So the sharpened claim isn't "first scalable deep learning" (that's AlexNet, 2012, on GPUs); it's the first scalable deep *reinforcement* learning benchmark, and the benchmark existed only because of the exact mechanism the meditation describes. The ratchet tooth was Stella, and it was a tooth cut nineteen years after the chip. **2. Backprop is your "decades apart" example, and it answers paragraph one.** Rumelhart, Hinton, Williams, Nature 1986. It sat twenty-six years. What connected the dots was gaming hardware sold for atoms-money in the mainstream, plus CUDA (2007) as the software wave, then AlexNet in 2012. The win didn't backslide across a quarter century because it was banked in a paper, not a project: no hosting bill, no disk to fail. That is the discriminator paragraph one is reaching for. The win that survives its project is the win that was never *in* the project; it was on an inert, published substrate the whole time. Your `_posts/` is that substrate, and content negotiation serving the markdown master is the ratchet's click. **3. "No takebacks" is true of mechanism and false of content.** UAE (1995) ratcheted the Amiga chipset; the Kickstart ROM stayed licensed and still is. Yuzu was shut down in March 2024. The LLM analogue is exact: the 2017 transformer paper is the schematic and it's commons; the weights are the ROM. Llama's weights reached the commons by torrent in March 2023, not by release. So "Column A to Column B" is about a third done: algorithms are commons, weights are half, and compute is atoms, TSMC and ASML, the one moat emulation can't cross because it *is* atoms. The Wire Verdict in the router already says where that ends: heat. **4. An emulator is D0; a model is D2.** UAE reproduces the Amiga cycle by cycle. A model reproduces a *distribution over* writers, and the training run cannot be re-run from the paper; the weights are a frozen accident, chirality rather than convergence. The emulation metaphor predicts replayability and the model doesn't have it, which is why this repo carries cartridges and receipts at all: you have to know which of the two you're holding. Two consequences. Open weights are the UAE moment; the paper was only the schematic. And distillation from a vendor's API is emulating a chip by watching its pins, which works precisely because the chip doesn't change when you probe it. **5. Medallion holds because its substrate reacts.** The reason emulation ratchets the Amiga and not Medallion is not secrecy alone. Hardware doesn't change when copied; markets do. Copy the trades and the prices move, alpha decays, the copy is worthless. Medallion's roughly 66% gross annualized (1988 to 2018, per Zuckerman) is protected by reflexivity first and lawyers second. This is Goodhart, and it's the ancestor discipline: ranking-SEO decayed for the same reason, and the router already carries the cure as "sell the instrument, never the number." What Simons banked wasn't the signals. It was the research process. That's the only kind of win a reactive substrate lets you keep. **6. Nix pins the recipe, not the hardware, and the platform is an argument.** `eachDefaultSystem` enumerates platforms; the derivation hash differs per system; alsa-utils refused at eval on aarch64-darwin on 2026-08-04; commonPackages carries a Linux gate; CUDA is gated on `nvidia-smi`; your own earmark says Nix normalizes the userland, not the kernel. What Nix does that the Amiga couldn't is drag the hardware assumption out of atoms and into text: `nix eval .#devShells.aarch64-darwin.default.drvPath` from Linux reproduces a Mac's refusal with no Mac in the room. "Pin abstract hardware as if it weren't abstract" is right if you hear it as: the abstraction becomes a string you can grep and diff. The pawl is the lock; the click is the hash. **7. Ratchet versus optimization, sharpened, with the bill attached.** A hill-climb has slope and no memory; a ratchet has memory and no slope. That's the whole distinction, and it's why a ratchet can hold a *worse* position on purpose: dead branches in the DAG, the Talmud page, errata that preserve the original error. The bill: Muller's ratchet (1964), an asexual population accumulating deleterious mutations one irreversible click at a time. foo_files.py at 82,000 tokens is that population, and `forget` is recombination. And the ratchet needs a click, not just a pawl. Chapter IV was cut by 3799ffbc on 2026-09-01 under a commit message that called sixty deletions "curation." Git held the bytes; nothing said the pawl had slipped; the paintbox rang four days later. A ratchet with no click is a ratchet you audit by hand. **8. Same person, decades apart: the rent it pays.** Miner's two teeth were eight years apart (TIA 1977, Amiga 1985). Hinton's were twenty-six. Hassabis went Theme Park (1994) to Atari DQN (2013) to AlphaFold (2020). The prediction is: the person is the pawl until the emulator exists. Commodore went bankrupt in April 1994; UAE appeared in 1995. The Amiga's organs (blitter, copper, preemptive multitasking in 1985 when the Mac and DOS had none) survived in engineers' heads and then in an emulator, and never for one day in Commodore. Compostable, in the glossary's sense. Follow the engineer, not the company, and you can guess where the next tooth lands. **The axis worth drawing.** INERT versus REACTIVE substrate. Anchor A: the Amiga chipset, where copying changes nothing about the original. Anchor B: the Medallion Fund, where copying moves the price. Rival predictions: on inert substrate, emulation ratchets and the latency shrinks as commodity hardware catches up (VCS 1977 to Stella 1996, nineteen years; Amiga 1985 to UAE 1995, ten; GPT-4 to open-weight parity in about two, that last one INFERRED); on reactive substrate, emulation self-defeats and the only bankable thing is the instrument. It also files SEO correctly: rankings were reactive, receipts are inert, and that is the difference between a moat that decays and a corpus that ratchets. --- **1. PROBES** ```bash grep -ic 'ratchet' GLOSSARY.md foo_files.py rgx 5 ratchet rgx 5 amiga ``` The grep is the straddle for the one car below: GLOSSARY.md should read 0 before and +5 after (five lines of the new entry carry the word), foo_files.py unchanged, since the FORCING-PAIR rule already uses it and this turn doesn't touch it. The two `rgx` lines are bounded corpus recall (five newest matches each), so the next compile carries the corpus's own prior uses of the words before ruling on the entry; `rgx` is a packaged command and resolves in the `!` executor. **2. NEXT CONTEXT** Keep the current ten router lines and add: ```text ! grep -ic 'ratchet' GLOSSARY.md foo_files.py ! rgx 5 ratchet ! rgx 5 amiga assets/axis_ledger.jsonl ``` GLOSSARY.md is already among the ten. The ledger rides so the axis above can be banked or refused against its real schema rather than from memory. **3. PATCHES** One car, a proposal under the Coachman's Veto: the vocabulary this turn produced, entered where the glossary keeps handles, anchored on a single unique line so no hidden blank can refuse it. ```text Target: GLOSSARY.md [[[SEARCH]]] - **RLHF** — *reinforcement learning from human feedback.* Collect human [[[DIVIDER]]] - **Ratchet / backslide** — *the irreversible banking of a win, and its failure mode.* A ratchet is two parts: the PAWL, which lets the wheel turn one way and refuses the other, and the CLICK, which says the pawl engaged. Progress with no pawl is a wheel; a pawl with no click cannot be told from a pawl that slipped. Here the pawl is git, the pinned lock, the content-addressed cartridge; the click is the receipt. A BACKSLIDE is a win that died with its container -- the project nobody hosts, the disk that failed, the commit whose message called a 60-line cut "curation" (3799ffbc, 2026-09-01: git held the bytes, but the click came from the paintbox four days later). DISTINCT FROM OPTIMIZATION, and the pair is a discriminator: a hill-climb has slope and no memory, a ratchet has memory and no slope, so a ratchet can hold a losing position on purpose, which is why the dead branches stay in the DAG. RENT THIS PAYS, and it arrives with a bill: Muller's ratchet (1964) is an asexual population accumulating deleterious mutations one irreversible click at a time, and a router that only ever banks is that population -- eighty-odd thousand tokens of it at this writing. Recombination is the cure, and here it is spelled `forget`. WHERE A WIN SURVIVES ITS PROJECT: on an inert, published substrate. Backpropagation sat in a 1986 paper for 26 years until gaming GPUs reached it (2012); the same result inside a funded project would have died with the funding. Sibling of COMPOSTABLE (the organs outlive the artifact) and GRAFT, NOT SEED (the pin is the pawl). - **RLHF** — *reinforcement learning from human feedback.* Collect human [[[REPLACE]]] ``` No ignition required: the grep reads GLOSSARY.md at call time. The emulation-latency clock and the inert/reactive axis are deliberately not in the car; the first is a claim with one INFERRED pair, the second wants a ledger record with a real probe named, and neither belongs in the vocabulary until then. **4. PROMPT** ```text Read the two rgx receipts before anything else; they are the corpus's own prior uses of the words the last turn banked, and the entry should not contradict them. Then rule on two things. First, THE KEY TEST on the Ratchet / backslide entry now in GLOSSARY.md: read it cold and say whether it would have prevented the Chapter IV backslide (3799ffbc, 2026-09-01), and if not, tighten it as one car rather than adding to it. Second, whether INERT vs REACTIVE SUBSTRATE earns an assets/axis_ledger.jsonl record in the schema that file actually uses: the anchors are the Amiga chipset (copying it changes nothing) and the Medallion Fund (copying it moves the price), the rival predictions are that emulation ratchets the first and self-defeats the second, and the cheapest discriminating probe is the thing you must name as a command, not a question, or the axis stays articulated and unbanked. Keep the emulation-latency clock (VCS 1977 to Stella 1996, Amiga 1985 to UAE 1995, GPT-4 to open-weight parity in about two years) as a claim and not a rule until the third pair is dated from a source rather than from memory. ``` **5. EXTERNAL DELIVERABLES** None this turn outside the repo. **MikeLev.in**: Claude Models and Fable 5.1 just as much as most has the over-educated elitist erudite Wogglebug voice of a PhD that frustrates a lot of mainstream risk-adverse non-credentialed non-magnified unwashed masses among whom there are statistically just as many natural Einsteins and Ada Lovelaces as there are in the papered and credentialed elite. ChatGPT knows how to bring down such high fallutin language to we feeble-minded strugglers to understand. I think it trained a lot on "explainer videos" probably scraped from YouTube transcription and it stuck. That's just a theory but ChatGPT does explain things in simpler language so please do so! Meanwhile let's do some ratcheting Science and decay some moats! > Same commands, run twice, one change between them. Where the readings > differ is what the change did; the diff in the middle is the receipt. **1: Probe**: (BEFORE: hand-run, nothing changed yet) ```bash (nix) pipulate $ g Blast Radius Check to establish bisection Left-hand Causal Boundary. It is a Popper-thing. Science. On branch main Your branch is up to date with 'origin/main'. Changes not staged for commit: (use "git add ..." to update what will be committed) (use "git restore ..." to discard changes in working directory) modified: foo_files.py no changes added to commit (use "git add" and/or "git commit -a") (nix) pipulate $ blast 📝 Committing: chore(router): set AI-edit blast boundary (foo_files.py context curation) [main c244e9f0] chore(router): set AI-edit blast boundary (foo_files.py context curation) 1 file changed, 4 insertions(+), 4 deletions(-) 🚀 Pushing 1 commit(s) to remote... To github.com:pipulate/pipulate.git ! [rejected] main -> main (fetch first) error: failed to push some refs to 'github.com:pipulate/pipulate.git' hint: Updates were rejected because the remote contains work that you do not hint: have locally. This is usually caused by another repository pushing to hint: the same ref. If you want to integrate the remote changes, use hint: 'git pull' before pushing again. hint: See the 'Note about fast-forwards' in 'git push --help' for details. (nix) pipulate $ git pull remote: Enumerating objects: 97, done. remote: Counting objects: 100% (97/97), done. remote: Compressing objects: 100% (34/34), done. remote: Total 83 (delta 61), reused 71 (delta 49), pack-reused 0 (from 0) Unpacking objects: 100% (83/83), 19.19 KiB | 215.00 KiB/s, done. From github.com:pipulate/pipulate 38780147..999788d4 main -> origin/main hint: Diverging branches can't be fast-forwarded, you need to either: hint: hint: git merge --no-ff hint: hint: or: hint: hint: git rebase hint: hint: Disable this message with "git config set advice.diverging false" fatal: Not possible to fast-forward, aborting. (nix) pipulate $ ``` Whoops! Full stop. I'll get back to your 5-Car Train because I'm pretty excited about that. This is a good plot-development twist for the book getting into assurance of repeated beneficial ratcheting and fighting against the backsliding and how it relates to hardware and unique mutation deployments, instances and intellectual property moats and secrets. This is so right! But first we need to tend to some git business. I was at the office yesterday and did some work on the Pipulate repo. It's almost certainly going to be changes to the frequently changed `foo_files.py` router file or the glossary, so they're the only 2 I'm keeping edited-in. Help me out here please and thank you. **Fable 5.1 Extra**: Context verified. The Telemetry section already shows exactly what your one local commit contains, and that is the whole key to the git question, so nothing else is needed. Fair point on the voice. Plain words from here on. **What happened** You have two copies of the same book. One is on your laptop. One is on GitHub, where the office pushed yesterday. Since the last time they agreed, each copy got a new page. Git will not guess which page goes first. A human has to choose. That is all "diverging branches" means. Here is the part that makes this easy: your laptop's new page is tiny, and I can see it. The Telemetry section shows commit c244e9f0. It changed four lines in foo_files.py, all inside the STATS block: the article count (1,475 to 1,476), the markdown-reads number, the DOM-hydration number, and the fetch timestamp. The compiler writes those lines itself every time you run `ahc`. It is an odometer reading. The next compile writes it again from scratch. So the fix has almost no risk. Put the office's work first, because that is the real work. Then put your odometer reading back on top. If git says the two overlap, throw the odometer reading away. Nothing is lost, because the compiler regenerates it. Two words to know: - **Rebase** means "set my new page aside, catch up to the office's copy, then put my page back on top." The order changes; the words on the page do not. - **--skip** means "actually, drop my page." Safe here only because the page is numbers the compiler rewrites anyway. Why `git pull` refused: your git is set to fast-forward only. This could not fast-forward, so it stopped instead of quietly making a merge commit. That is the safe setting doing its job. Why `blast` failed: it pushed before fetching, and GitHub said "you are behind." Nothing broke. Your commit is still on your laptop. And the commit message `m` wrote was honest for once: this really was router-only churn. **One thing to check first.** If the office also ran a compile, the office copy may have its own odometer reading in those same four lines. Then the rebase stops and asks you to pick. Probe 5 below reads that ahead of time, so you know which branch of Car 2 you will take before you start. **About the ratchet ride.** It pauses one turn, and the reason is a small lesson in itself. The glossary car from last turn was written against the GLOSSARY.md in that payload. If the office edited the glossary, that copy is stale, and a SEARCH block built on it could miss. The pawl held: nothing was lost. The click is the probes below, which tell you what actually changed. Once you are level with GitHub, the next compile carries the merged files and the car gets re-emitted against them. --- **1. PROBES** ```bash git status --short git log --oneline origin/main..HEAD git log --oneline HEAD..origin/main git diff --stat HEAD...origin/main git diff HEAD...origin/main -- foo_files.py | grep -cE '^[-+]# (There are|Velocity|Markdown negotiated|DOM hydration|Honeybot telemetry)' ``` Line 1: prints nothing when the tree is clean, and rebase needs a clean tree. In the compile lane it may print one `M foo_files.py` line, because the compiler rewrites the STATS block before the probes run; that is the compiler's own write, not yours. Line 2, your side: reads one line now (c244e9f0). After the rebase it reads zero lines if you skipped, or one line with a new hash if git replayed it. Either is fine. Line 3, their side: reads the office's commits now, one per line. After the rebase, zero. Line 4: the files the office changed. That is your answer to "was it foo_files.py or the glossary." After the rebase, empty. Line 5, the overlap gate: 0 means the office did not touch the STATS lines, so the rebase lands on its own. Anything above 0 means it will stop on those four lines, and Car 2b is your move. After the rebase it reads 0 either way. When it reads 0, grep exits 1, and the compile shows a NON-ZERO EXIT header; that is grep saying "no match," not a failure. **2. NEXT CONTEXT** ```text ! git status --short ! git log --oneline origin/main..HEAD ! git log --oneline HEAD..origin/main ! git diff --stat HEAD...origin/main ! git diff HEAD...origin/main -- foo_files.py | grep -cE '^[-+]# (There are|Velocity|Markdown negotiated|DOM hydration|Honeybot telemetry)' ! grep -ic 'ratchet' GLOSSARY.md foo_files.py ! rgx 5 ratchet ! rgx 5 amiga GLOSSARY.md foo_files.py ``` The first five are this turn's straddle. The last three carry last turn's ratchet probes forward so the ride resumes in the same compile, with no second round trip. **3. PATCHES** No SEARCH/REPLACE this turn. One actuator car, hand-run, one step per fence. Car 1, the rebase: ```bash git rebase origin/main ``` Car 2a, if it prints "Successfully rebased and updated refs/heads/main": ```bash git push ``` Car 2b, if it stops with "CONFLICT (content): Merge conflict in foo_files.py": ```bash git rebase --skip ``` After 2b there is nothing to push. You are level with GitHub, and the next compile writes fresh numbers into the STATS block. If anything looks wrong at any point, this backs all the way out to where you are right now: ```bash git rebase --abort ``` Ignition: Car 1 is the ignition. The AFTER probes read the repo at call time, so once the rebase has run, the next compile sees the result. **4. PROMPT** ```text Read the five git receipts first. If origin/main..HEAD and HEAD..origin/main are both empty, the rebase landed and we are level with GitHub: say so in one line, then resume the ratchet ride by re-emitting the Ratchet / backslide glossary car against the GLOSSARY.md in THIS payload, which is the merged copy, anchored on the RLHF line if it still exists, and read the three ratchet receipts before writing it so the entry does not contradict the corpus. If either list is not empty, the rebase did not finish: say which step to take next and nothing else. Plain language throughout, the way this turn was written. ``` **5. EXTERNAL DELIVERABLES** None this turn outside the repo. **MikeLev.in**: Okay let's do this blocking nested subproject. > Same commands, run twice, one change between them. Where the readings > differ is what the change did; the diff in the middle is the receipt. **1: Probe**: (BEFORE: hand-run, nothing changed yet) ```bash Blast Radius Check to establish bisection Left-hand Causal Boundary. It is a Popper-thing. Science. On branch main Your branch and 'origin/main' have diverged, and have 1 and 22 different commits each, respectively. (use "git pull" if you want to integrate the remote branch with yours) nothing to commit, working tree clean (nix) pipulate $ git status --short git log --oneline origin/main..HEAD git log --oneline HEAD..origin/main git diff --stat HEAD...origin/main git diff HEAD...origin/main -- foo_files.py | grep -cE '^[-+]# (There are|Velocity|Markdown negotiated|DOM hydration|Honeybot telemetry)' c244e9f0 (HEAD -> main) chore(router): set AI-edit blast boundary (foo_files.py context curation) 999788d4 (origin/main, origin/HEAD) chore: Add starter wallet creation instructions in wallet.py 8417ac90 chore: Clarify wallet loading logic 87ac149f chore: Improve wallet.py instructions and comments b5db207d chore(router): set AI-edit blast boundary (foo_files.py context curation) a882ec5b chore(router): set AI-edit blast boundary (foo_files.py context curation) 59614af9 chore(router): set AI-edit blast boundary (foo_files.py) dc28a0bc refactor: Introduce Mac Shadow Publishing configuration and tooling 5a2fc296 chore: Update targets file path resolution 283c2d1b chore: Update targets file path resolution 1116c250 chore: Update targets file resolution strategy 86773d87 chore: Update connectors README with flake details and slot definition guidance 33c7b00a Refactor: Address misleading cold-start exit probe interpretation 0f488c66 chore: Refactor JIRA connector to handle project key queries correctly cf761f9b chore: refactor - Remove redundant JQL explanation in jira.py f3486ec0 chore: Refactor sources_menu.py - Remove outdated numbering rationale f8514717 chore(router): set AI-edit blast boundary (foo_files.py context curation) cf5d42ca chore(router): set AI-edit blast boundary (foo_files.py context curation) c1b4a08b chore(router): set AI-edit blast boundary (foo_files.py context curation) 3a9067e3 chore: Update connector aliases in flake.nix #Rename aliases to align with updated connector naming conventions e6f6a105 chore: Refactor gmail alias for derivation usage 106dd469 chore: Update flake.nix with connectorCommands d408c646 chore: Refactor connector command and add connector definitions apply.py | 26 ++++++++++++++++++++++++++ flake.nix | 75 +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++-------------- foo_files.py | 19 +++++++++++-------- prompt_foo.py | 2 +- scripts/articles/common.py | 2 +- scripts/articles/lsa.py | 2 +- scripts/connectors/README.md | 13 +++++++++++++ scripts/connectors/jira.py | 37 +++++++++++++++++++++++++++++++++++++ scripts/connectors/wallet.py | 48 +++++++++++++++++++++++++++++++++++++----------- scripts/sources_menu.py | 29 ++++++++++++++++++++--------- 10 files changed, 208 insertions(+), 45 deletions(-) 9 (nix) pipulate $ ``` **2: Context**: (AFTER: the same probes re-run by the compiler as `!` lines) ```text # AD HOC CHOP! The Not-Managed-by-Git Safe-for-Client-Data place. Insert Simpson Couch Gag in white space below (explain anything to the audience you feel needs it explained)G # adhoc.txt _ _ _ ____ _ _ ___ ____ _ # / \ __| | | | | | ___ ___ / ___| | | |/ _ \| _ \| | What an ideal blocking subproject. This is still ratcheting and not backsliding! Wow, I may have a new main daily metaphor: Are you ratcheting or backsliding? # ahe/ _ \ / _` | | |_| |/ _ \ / __| | | | |_| | | | | |_) | | # ahc ___ \ (_| | | _ | (_) | (__ | |___| _ | |_| | __/|_| # /_/ \_\__,_| |_| |_|\___/ \___| \____|_| |_|\___/|_| (_) # To Human: WELCOME TO VIM! It's really NeoVim but I say vim anyway. # To AI: This is an alternate 40K view to the big book-ore rolling pin spine. # 1. **Probe**: Baseline Reading # 2. **Context**: Post-experiment *planned* reading instructions # 3. **Patch**: The experiment and how to make it happen # 4. **Prompt**: Post-experiment instructions and how to read results # 5. **Deliverable**: How the world is forever different moving forward # The first thing you need to know here is that everything that comes after the # hash symbol (#) is commented out — and that's EVERYTHING in this file's default # state. Begin editing-in lines for inclusion as part of the context or adding # chunks of new context at the bottom. `Ctrl`+`v`, `j` (repeatedly), `l` (to move # right), `d` (to delete). Reverse that with `Ctrl`+`v`, `j` (repeatedly), # `Shift`+`i`, `# `, `Esc` to put the hashes back. You can just arrow-key around # here with `h`, `j`, `k`, `l`. Save-and-quit is a bit tricky because another # file is also loaded: `Esc`, `:`, `q`, `w`, `!` # If this is stressing you out and you're a quitter and want to quit, just type: # `Esc`, `:`, `q`, `!`, `Enter`. That will exit without saving any changes. If # you want to get over this hump, type: `Esc`, `:`, `T`, `u`, `t`, `o`, `r`, `Enter`. # This file is just to make it easy having options of what to edit into context. # You can use whatever text-file you want to stack file-names and commands to # build an output text-file with the identically stacked output of each file or # command. In this way we vertically append or "stack" a bunch of text; simple as # that. If you understand this concept, you're on your way to future-proofing # yourself in the Age of AI. Congratulations! Here is how to include web pages: # !URL -------------------------------------------------------------------- # when Public page; what a stranger or crawler sees; the BEFORE of a # login-wall diagnosis # switch It shows a login page -> `warm URL` once, then `?URL` # # ?URL -------------------------------------------------------------------- # when Anything behind a login, on the site's persistent profile; # `check URL` first # switch The lenses show a shell (nav, an `[Iframe]` leaf, no content) -> # read the wire truth for the XHR the frame makes, then call that # API with a connector # # @URL -------------------------------------------------------------------- # when Every re-read of a page already scraped; no browser, no network # switch The cached page is stale or was a login wall -> fresh `!` or `?` # # $URL -------------------------------------------------------------------- # when Exact markup: meta tags, a JSON blob in a `